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Meta has released Muse Code (beta), a terminal coding agent powered by their new Muse Spark 1.2 model. Muse Code handles complex software engineering tasks, featuring persistent background agents and a robust, restart-safe runtime. Muse Spark 1.2, a coding-focused LLM, shows significant improvements in code generation and complex debugging through expanded training and a self-improvement loop.

San Francisco-based startup Poolside announced the release of Laguna S 2.1 on July 21, 2026, a 118-billion-parameter open-weight model engineered for agentic coding. The company positions this new model as a crucial

In the rapidly evolving landscape of AI-assisted software development, the software orchestrating AI models, often called a "harness," is proving as critical as the models themselves. We’re reviewing a significant